{
  "study": "Serse Sydney roofing recommendation study",
  "date": "2026-11-14",
  "description": "Per-answer normalised recommendation lists and cited URLs. Counts are model-generated recommendations, not endorsements or verified claims about contractors. Full generated narratives are not included. Extraction limitations are described in the article.",
  "article_url": "https://serse.ai/blog/ai-local-recommendations-sydney-roofers-study",
  "records": [
    {
      "batch": "gpt-5.4-mini",
      "run": 1,
      "timestamp": "2026-11-14T03:26:04.656535+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Dream Roofing Pty Ltd",
        "Solway Slate And Roofing Services",
        "AAA Metal Roofing",
        "All Round Roofing and Maintenance",
        "All Sydney Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 4,
      "timestamp": "2026-11-14T03:26:05.066687+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Dream Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd",
        "All Sydney Roofing Pty Ltd",
        "Easy Gutters & Roof Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 0,
      "timestamp": "2026-11-14T03:26:05.142368+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd",
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "The Roofing Professionals Eastside",
        "The Roof Maintenance Company",
        "Tomkat Roofing"
      ],
      "cited_urls": [
        "https://hipages.com.au/connect/aptroofing?utm_source=openai",
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai",
        "https://scansw.com.au/wp-content/uploads/2025/07/SCA-NEWSLETTER-AUTUMN-2025-FINAL.pdf?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 2,
      "timestamp": "2026-11-14T03:26:05.427381+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Marshall Roofing Pty Ltd",
        "All Round Roofing and Maintenance",
        "All Sydney Roofing Pty Ltd",
        "Dream Roofing Pty Ltd",
        "Solway Slate And Roofing Services"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 3,
      "timestamp": "2026-11-14T03:26:05.859918+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Marshall Roofing Pty Ltd",
        "All Sydney Roofing Pty Ltd",
        "AAA Metal Roofing",
        "Dream Roofing Pty Ltd",
        "Solway Slate And Roofing Services"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 5,
      "timestamp": "2026-11-14T03:26:18.089506+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Russom Plumbing",
        "Al's Property Solutions",
        "JOA-Construction & Maintenance Pty Ltd",
        "Dream Roofing Pty Ltd",
        "AAA Metal Roofing"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 8,
      "timestamp": "2026-11-14T03:26:18.288176+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Top Glaze Roofing Systems",
        "Megasealed NSW Sydney Eastern Suburbs",
        "Sydney Roofers",
        "Tomkat Roofing"
      ],
      "cited_urls": [
        "https://www.productreview.com.au/listings/top-glaze-roofing-systems?utm_source=openai",
        "https://www.productreview.com.au/listings/megasealed-nsw-sydney-eastern-suburbs?utm_source=openai",
        "https://www.productreview.com.au/listings/sydney-roofers?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 6,
      "timestamp": "2026-11-14T03:26:18.426834+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Dream Roofing Pty Ltd",
        "Chubbs Roofing & Maintenance",
        "Solway Slate And Roofing Services",
        "AAA Metal Roofing",
        "All Round Roofing and Maintenance",
        "All Sydney Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 7,
      "timestamp": "2026-11-14T03:26:18.487544+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "The Roofing Professionals Eastside",
        "APT Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai",
        "https://hipages.com.au/connect/theroofingprofessionalseastside2?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 9,
      "timestamp": "2026-11-14T03:26:19.366725+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd",
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "The Roofing Professionals Eastside"
      ],
      "cited_urls": [
        "https://www.australianroofers.com/sydney/eastern-suburbs/?utm_source=openai",
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 10,
      "timestamp": "2026-11-14T03:26:22.031249+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Sydney Roof Painting",
        "Sydney Local Roofers",
        "Roof Makeover Specialist",
        "The Roof Mates",
        "Harley & Sons Roofing"
      ],
      "cited_urls": [
        "https://www.productreview.com.au/listings/sydney-roof-painting?utm_source=openai",
        "https://www.productreview.com.au/listings/sydney-local-roofers?utm_source=openai",
        "https://www.productreview.com.au/listings/roof-makeover-specialist?utm_source=openai",
        "https://www.productreview.com.au/listings/the-roof-mates?utm_source=openai",
        "https://www.productreview.com.au/listings/harley-sons-roofing?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 11,
      "timestamp": "2026-11-14T03:26:22.490286+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Al's Property Solutions",
        "JOA-Construction & Maintenance Pty Ltd",
        "All Sydney Roofing Pty Ltd",
        "Dream Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 12,
      "timestamp": "2026-11-14T03:26:22.667791+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "APT Roofing Pty Ltd",
        "First Slate Roofing"
      ],
      "cited_urls": [
        "https://www.australianroofers.com/sydney/eastern-suburbs/?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 13,
      "timestamp": "2026-11-14T03:26:23.366247+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "APT Roofing Pty Ltd",
        "The Roofing Professionals Eastside",
        "The Roof Maintenance Company"
      ],
      "cited_urls": [
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai",
        "https://www.aptroofing.com.au/wp-content/uploads/2023/10/APTRoofingPtyLtd_Capability-Statement.pdf?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 14,
      "timestamp": "2026-11-14T03:26:23.853881+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "The Roofing Professionals Eastside",
        "APT Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai",
        "https://www.aptroofing.com.au/wp-content/uploads/2023/10/APTRoofingPtyLtd_Capability-Statement.pdf?utm_source=openai",
        "https://www.australianroofers.com/sydney/eastern-suburbs/?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 15,
      "timestamp": "2026-11-14T03:26:25.642948+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Al's Property Solutions",
        "Dream Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd",
        "All Sydney Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 17,
      "timestamp": "2026-11-14T03:26:26.496635+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Marshall Roofing Pty Ltd",
        "All Round Roofing and Maintenance",
        "All Sydney Roofing Pty Ltd",
        "AAA Metal Roofing",
        "Dream Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 16,
      "timestamp": "2026-11-14T03:26:27.099123+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd",
        "Monkeys Roofing \u2013 Eastern Suburbs"
      ],
      "cited_urls": [
        "https://hipages.com.au/connect/aptroofing?utm_source=openai",
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai",
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 18,
      "timestamp": "2026-11-14T03:26:27.140978+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Al's Property Solutions",
        "JOA-Construction & Maintenance Pty Ltd",
        "Dream Roofing Pty Ltd",
        "AAA Metal Roofing",
        "Pure Metal Roofing",
        "Easy Gutters & Roof Pty Ltd",
        "All Sydney Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 19,
      "timestamp": "2026-11-14T03:26:28.208585+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Marshall Roofing Pty Ltd",
        "Chubbs Roofing & Maintenance",
        "Solway Slate And Roofing Services",
        "Dream Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 20,
      "timestamp": "2026-11-14T03:26:29.890760+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Dream Roofing Pty Ltd",
        "AAA Metal Roofing",
        "Pure Metal Roofing",
        "All Round Roofing and Maintenance",
        "APT Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/connect/aptroofing?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 21,
      "timestamp": "2026-11-14T03:26:30.695180+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd",
        "All Sydney Roofing Pty Ltd",
        "Chubbs Roofing & Maintenance"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai",
        "https://origin-web-prod.hipages.com.au/connect/aptroofing?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 22,
      "timestamp": "2026-11-14T03:26:30.723770+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/connect/aptroofing?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 23,
      "timestamp": "2026-11-14T03:26:31.865494+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd",
        "Dream Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd",
        "All Sydney Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roof_repairs/nsw/randwick?utm_source=openai",
        "https://origin-web-prod.hipages.com.au/connect/aptroofing?utm_source=openai",
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 24,
      "timestamp": "2026-11-14T03:26:32.918630+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "APT Roofing Pty Ltd",
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "First Slate Roofing",
        "Sydney Roofing Company"
      ],
      "cited_urls": [
        "https://hipages.com.au/connect/aptroofing?utm_source=openai",
        "https://jobchorus.com.au/roofers/sydney-cbd/roof-repairs?utm_source=openai",
        "https://www.australianroofers.com/sydney/eastern-suburbs/?utm_source=openai",
        "https://www.localsearch.com.au/find/roofing-contractors/eastern-suburbs-nsw?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 25,
      "timestamp": "2026-11-14T03:26:34.194149+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Dream Roofing Pty Ltd",
        "Solway Slate And Roofing Services",
        "AAA Metal Roofing",
        "All Round Roofing and Maintenance",
        "All Sydney Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 27,
      "timestamp": "2026-11-14T03:26:34.468769+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Marshall Roofing Pty Ltd",
        "Chubbs Roofing & Maintenance",
        "Dream Roofing Pty Ltd",
        "Solway Slate And Roofing Services",
        "Angel Roof Maintenance"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 26,
      "timestamp": "2026-11-14T03:26:35.514669+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Russom Plumbing",
        "Dream Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd",
        "All Sydney Roofing Pty Ltd",
        "APT Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai",
        "https://hipages.com.au/find/roof_repairs_general_maintenance/nsw/lane_cove_north?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 28,
      "timestamp": "2026-11-14T03:26:35.956196+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "All Sydney Roofing Pty Ltd",
        "Marshall Roofing Pty Ltd",
        "Dream Roofing Pty Ltd",
        "Solway Slate And Roofing Services",
        "AAA Metal Roofing"
      ],
      "cited_urls": [
        "https://hipages.com.au/find/roofing_roofing_contractors/sydney_eastern_suburbs_region?utm_source=openai"
      ]
    },
    {
      "batch": "gpt-5.4-mini",
      "run": 29,
      "timestamp": "2026-11-14T03:26:36.867426+00:00",
      "model": "gpt-5.4-mini-2026-03-17",
      "prompt": "Who's the best roofer in the Eastern Suburbs of Sydney?",
      "recommended_options_in_order": [
        "Monkeys Roofing \u2013 Eastern Suburbs",
        "APT Roofing Pty Ltd"
      ],
      "cited_urls": [
        "https://localaustralia.net/b/monkeys-roofing-eastern-suburbs-bondi-beach?utm_source=openai",
        "https://origin-web-prod.hipages.com.au/connect/aptroofing?utm_source=openai"
      ]
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